What this workshop will cover

  • How to make box plots with ggplot2
  • Displaying distributions with histograms
  • Working with dates with the lubridate package
  • How to make time series line plots

Why this style?

  • Online training is tiring so keeping the sessions to one hour
  • No or limited demonstrations provided in order to provide more real world experience - you have a problem and you look up how to solve it, adapting example code
  • Trainer support to guide through process of learning

We will be working in pairs:

  • Option to work together on worksheet or to work individually
  • If possible have your camera on and introduce yourself to each other

What to do when getting stuck:

  1. Ask your team members
  2. Search online:
  • The answer box on the top of Google’s results page
  • stackoverflow.com (for task-specific solutions)
  • https://www.r-bloggers.com/ (topic based tutorials)
  1. Don’t struggle too long looking online, ask the trainer if you can’t find a solution!

In this data visualisation workshop we will be building on the concepts learnt in the first workshop of how to construct visualisations using the ggplot2 library.

We will be using one new package called lubridate, a tidyverse package which is designed to make working with dates and times easier; this will help us in making time series visualisations. The the code below to install lubridate.

# install lubridate
install.packages("lubridate")

Before we start we will need to load the libraries we will be using during this session. Run the code below to load your libraries.

# libraries we will be using
library(ggplot2)
library(dplyr)
library(lubridate)
library(readr)
library(janitor)
library(RColorBrewer)

Box plots

Box plots are designed to compare the differences of a categorical variable (samples or groups). They do this by displaying the summary statistics of a continuous variable (e.g. numeric) for each categorical variable.

The summary statistics shown are:

  • The median (middle value)
  • Interquartile range, known as IQR, which has values from 25% to 75% (or 25th to 75th percentile)
  • First quartile, known as Q1, which has a value of 25%
  • Second quartile, known as Q3, which has a value of 75%
  • “minimum” value, calculated as Q1 + 1.5*IQR
  • “maximum” value, calculated as Q3 + 1.5*IQR
  • Outlier, which are values that fall outside of the maximum or minimum values

We will use data from the Pokémon games again for our examples for box plots, which was web scraped from https://pokemondb.net/pokedex/all.

# load and clean names
pokemon <- read_csv("https://raw.githubusercontent.com/andrewmoles2/webScraping/main/R/data/pokemon.csv") %>%
  clean_names()
# review data
pokemon %>%
  glimpse()
## Rows: 952
## Columns: 13
## $ number     <dbl> 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, …
## $ name       <chr> "Bulbasaur", "Ivysaur", "Venusaur", "Charmander", "Charmele…
## $ type1      <chr> "Grass", "Grass", "Grass", "Fire", "Fire", "Fire", "Water",…
## $ type2      <chr> "Poison", "Poison", "Poison", NA, NA, "Flying", NA, NA, NA,…
## $ total      <dbl> 318, 405, 525, 309, 405, 534, 314, 405, 530, 195, 205, 395,…
## $ hp         <dbl> 45, 60, 80, 39, 58, 78, 44, 59, 79, 45, 50, 60, 40, 45, 65,…
## $ attack     <dbl> 49, 62, 82, 52, 64, 84, 48, 63, 83, 30, 20, 45, 35, 25, 90,…
## $ defense    <dbl> 49, 63, 83, 43, 58, 78, 65, 80, 100, 35, 55, 50, 30, 50, 40…
## $ sp_atk     <dbl> 65, 80, 100, 60, 80, 109, 50, 65, 85, 20, 25, 90, 20, 25, 4…
## $ sp_def     <dbl> 65, 80, 100, 50, 65, 85, 64, 80, 105, 20, 25, 80, 20, 25, 8…
## $ speed      <dbl> 45, 60, 80, 65, 80, 100, 43, 58, 78, 45, 30, 70, 50, 35, 75…
## $ legendary  <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FAL…
## $ generation <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,…

For these examples we will just look at one type of Pokémon, the electric type; the most famous of which is Pikachu! First we extract just the electric type Pokémon, and make relevant columns factors.

# select columns to convert to factor
to_factor <- c("type1", "type2", "generation")

# extract just electric pokemon and make cols factors
electric_pokemon <- pokemon %>%
  filter(type1 == "Electric" | type2 == "Electric") %>%
  mutate(across(all_of(to_factor), factor))

To make a box plot in ggplot we use the geom_boxplot() geom function. One of our axis variables has to be categorical and the other has to be numeric. In the below example we will use generation (categorical) and total (numeric).

# generation by total
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot()

From the output we see a few things. First is that each box has a line through the middle which indicates the median; the box itself is our interquartile range. The lines above and below the boxes (know as whiskers) are the maximum and minimum values. The black dots indicate outliers, which have fallen outside our max and min values.

Just like with scatter and bar plots we can change the colours! You can use either fill or colour arguments with box plots, but fill tends to look better.

We will use the colour of Pikachu to colour our boxes. We used the pokemon colour picker to get the colour of pikachu: https://pokepalettes.com/#pikachu

ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652")

Sometimes it is useful to remove the outliers. To do so you add in the outlier.shape = NA argument.

ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA)

Displaying outliers is usually a good idea so we will keep them, and change the colour and shape of them. To adjust these we use outlier.colour and outlier.shape. We’ve used the colour of Pikachu’s cheeks as the outlier colour.

ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.colour = "#c52018",
               outlier.shape = 15)

Box plots exercise

Improving your box plots

The main issue with box plots, in a similar way to bar plots, is they can hide data. We can fix this by adding a scatter plot over the top of the boxes so we can see the full distribution of the data.

When adding in a scatter plot, we won’t need our outlier colours. We will need to remove them using the outlier.shape = NA argument.

ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_point()

Some of our data points are overlapping which makes it a little hard to see all the data. We can fix this by changing the position of our points using the position = "jitter" argument. We can also use geom_jitter() which is a short hand for geom_point(position = "jitter"); we will use geom_jitter() as it is less typing.

# change position in geom_point
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_point(position = "jitter")

# using geom_jitter
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter()

We can also add in a colour grouping to our points to make them more meaningful. We add the colour aesthetic to our geom_jitter function. In the example we are colouring our points by if a pokemon is legendary or not.

ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter(aes(colour = legendary))

Finally we can change the colours of our points, which in this case we have done manually.

ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter(aes(colour = legendary)) +
  scale_colour_manual(values = c("#c52018", "#41414a"))

Now we can add a title and save the plot! When saving the plot we have manually adjusted the width of the plot. You can also change the height.

electric_pokemon_box <- ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter(aes(colour = legendary)) +
  scale_colour_manual(values = c("#c52018", "#41414a")) +
  labs(title = "Summary of electric pokemon for each generation") +
  theme_bw()

electric_pokemon_box

ggsave("electric_pokemon_box.png", electric_pokemon_box,
       width = 5.5)
## Saving 5.5 x 5 in image

Improving your box plots exercise

Use covid data for all exercises.

https://github.com/owid/covid-19-data/tree/master/public/data

Vaccine data and explanation of the variables are found here: https://github.com/owid/covid-19-data/tree/master/public/data/vaccinations

covid_vaccinations <- read_csv("https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv")
## 
## ── Column specification ────────────────────────────────────────────────────────
## cols(
##   location = col_character(),
##   iso_code = col_character(),
##   date = col_date(format = ""),
##   total_vaccinations = col_double(),
##   people_vaccinated = col_double(),
##   people_fully_vaccinated = col_double(),
##   total_boosters = col_logical(),
##   daily_vaccinations_raw = col_double(),
##   daily_vaccinations = col_double(),
##   total_vaccinations_per_hundred = col_double(),
##   people_vaccinated_per_hundred = col_double(),
##   people_fully_vaccinated_per_hundred = col_double(),
##   total_boosters_per_hundred = col_logical(),
##   daily_vaccinations_per_million = col_double()
## )
## Warning: 9467 parsing failures.
##  row                        col           expected actual                                                                                                    file
## 2929 total_boosters             1/0/T/F/TRUE/FALSE 298841 'https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv'
## 2929 total_boosters_per_hundred 1/0/T/F/TRUE/FALSE 0.01   'https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv'
## 2930 total_boosters             1/0/T/F/TRUE/FALSE 559415 'https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv'
## 2930 total_boosters_per_hundred 1/0/T/F/TRUE/FALSE 0.01   'https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv'
## 2931 total_boosters             1/0/T/F/TRUE/FALSE 908597 'https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv'
## .... .......................... .................. ...... .......................................................................................................
## See problems(...) for more details.
summary(covid_vaccinations)
##    location           iso_code              date            total_vaccinations 
##  Length:56689       Length:56689       Min.   :2020-12-01   Min.   :0.000e+00  
##  Class :character   Class :character   1st Qu.:2021-04-14   1st Qu.:3.493e+05  
##  Mode  :character   Mode  :character   Median :2021-06-18   Median :2.521e+06  
##                                        Mean   :2021-06-13   Mean   :9.540e+07  
##                                        3rd Qu.:2021-08-18   3rd Qu.:1.479e+07  
##                                        Max.   :2021-10-24   Max.   :6.869e+09  
##                                                             NA's   :24421      
##  people_vaccinated   people_fully_vaccinated total_boosters
##  Min.   :0.000e+00   Min.   :1.000e+00       Mode:logical  
##  1st Qu.:2.594e+05   1st Qu.:1.429e+05       TRUE:105      
##  Median :1.740e+06   Median :1.120e+06       NA's:56584    
##  Mean   :5.191e+07   Mean   :3.439e+07                     
##  3rd Qu.:9.190e+06   3rd Qu.:6.256e+06                     
##  Max.   :3.832e+09   Max.   :2.933e+09                     
##  NA's   :25761       NA's   :28949                         
##  daily_vaccinations_raw daily_vaccinations total_vaccinations_per_hundred
##  Min.   :       0       Min.   :       0   Min.   :  0.00                
##  1st Qu.:    6248       1st Qu.:    1079   1st Qu.:  5.99                
##  Median :   34879       Median :    8749   Median : 32.18                
##  Mean   : 1006825       Mean   :  493639   Mean   : 49.06                
##  3rd Qu.:  227132       3rd Qu.:   60509   3rd Qu.: 84.34                
##  Max.   :56279123       Max.   :43391240   Max.   :257.34                
##  NA's   :29670          NA's   :276        NA's   :24421                 
##  people_vaccinated_per_hundred people_fully_vaccinated_per_hundred
##  Min.   :  0.00                Min.   :  0.00                     
##  1st Qu.:  4.44                1st Qu.:  2.49                     
##  Median : 22.30                Median : 12.71                     
##  Mean   : 28.88                Mean   : 22.15                     
##  3rd Qu.: 50.99                3rd Qu.: 38.58                     
##  Max.   :120.35                Max.   :118.14                     
##  NA's   :25761                 NA's   :28949                      
##  total_boosters_per_hundred daily_vaccinations_per_million
##  Mode:logical               Min.   :     0                
##  NA's:56689                 1st Qu.:   579                
##                             Median :  2258                
##                             Mean   :  3488                
##                             3rd Qu.:  5154                
##                             Max.   :117497                
##                             NA's   :276
high_low_gdp <- c("Sierra Leone", "Madagascar", "Ethiopia","Yemen", 
                  "Zambia", "Nepal", "Switzerland", "Sweden", "Australia",
                  "Saudi Arabia", "Germany", "United Kingdom")

covid_select_countries <- covid_vaccinations %>%
  filter(location %in% high_low_gdp) %>%
  mutate(location = factor(location, levels = high_low_gdp))

covid_select_countries %>%
  ggplot(aes(location, daily_vaccinations_per_million)) +
  geom_boxplot()
## Warning: Removed 12 rows containing non-finite values (stat_boxplot).

covid_select_countries %>%
  ggplot(aes(location, people_fully_vaccinated)) +
  geom_boxplot()
## Warning: Removed 1445 rows containing non-finite values (stat_boxplot).

Displaying distributions with histograms

Displaying distributions exercise

Working with the date data type with lubridate

library(dplyr)
library(lubridate)

df <- data.frame(
  date = seq(as.Date("2019-01-01"), as.Date("2021-12-01"), by = "days"),
  hours_sleep = round(rnorm(1066, mean = 9, sd = 1.5)),
  steps = round(rnorm(1066, mean = 8000, sd = 2000))
)

df <- df %>%
  mutate(year = year(date),
         month = month(date),
         day = day(date),
         week_day = wday(date, label = TRUE))

df
##            date hours_sleep steps year month day week_day
## 1    2019-01-01           7  9248 2019     1   1      Tue
## 2    2019-01-02           7 12959 2019     1   2      Wed
## 3    2019-01-03           9  5354 2019     1   3      Thu
## 4    2019-01-04           9  7030 2019     1   4      Fri
## 5    2019-01-05          10  8031 2019     1   5      Sat
## 6    2019-01-06          12  5948 2019     1   6      Sun
## 7    2019-01-07          11  6175 2019     1   7      Mon
## 8    2019-01-08           7  5701 2019     1   8      Tue
## 9    2019-01-09           9  8328 2019     1   9      Wed
## 10   2019-01-10           9  9663 2019     1  10      Thu
## 11   2019-01-11          10 11317 2019     1  11      Fri
## 12   2019-01-12          12  6476 2019     1  12      Sat
## 13   2019-01-13          10  5239 2019     1  13      Sun
## 14   2019-01-14           8  9080 2019     1  14      Mon
## 15   2019-01-15           9  4681 2019     1  15      Tue
## 16   2019-01-16          10  7153 2019     1  16      Wed
## 17   2019-01-17           8  6765 2019     1  17      Thu
## 18   2019-01-18           6 10322 2019     1  18      Fri
## 19   2019-01-19           9  8861 2019     1  19      Sat
## 20   2019-01-20          11  7851 2019     1  20      Sun
## 21   2019-01-21          10  6646 2019     1  21      Mon
## 22   2019-01-22          10  9006 2019     1  22      Tue
## 23   2019-01-23           7 10780 2019     1  23      Wed
## 24   2019-01-24          10  8559 2019     1  24      Thu
## 25   2019-01-25           6  7355 2019     1  25      Fri
## 26   2019-01-26           8  8847 2019     1  26      Sat
## 27   2019-01-27           8  8018 2019     1  27      Sun
## 28   2019-01-28          10  9467 2019     1  28      Mon
## 29   2019-01-29           9  4869 2019     1  29      Tue
## 30   2019-01-30          10  5589 2019     1  30      Wed
## 31   2019-01-31           7  7427 2019     1  31      Thu
## 32   2019-02-01           8  8913 2019     2   1      Fri
## 33   2019-02-02          11  5403 2019     2   2      Sat
## 34   2019-02-03           9  5816 2019     2   3      Sun
## 35   2019-02-04           7  9807 2019     2   4      Mon
## 36   2019-02-05           7  8323 2019     2   5      Tue
## 37   2019-02-06           9  7989 2019     2   6      Wed
## 38   2019-02-07          11  4939 2019     2   7      Thu
## 39   2019-02-08           7  7842 2019     2   8      Fri
## 40   2019-02-09          13 10895 2019     2   9      Sat
## 41   2019-02-10          11  9873 2019     2  10      Sun
## 42   2019-02-11           8  5708 2019     2  11      Mon
## 43   2019-02-12          10 10039 2019     2  12      Tue
## 44   2019-02-13           8  7581 2019     2  13      Wed
## 45   2019-02-14           8  7309 2019     2  14      Thu
## 46   2019-02-15           8  5390 2019     2  15      Fri
## 47   2019-02-16          12  7067 2019     2  16      Sat
## 48   2019-02-17           8  5300 2019     2  17      Sun
## 49   2019-02-18          11 10309 2019     2  18      Mon
## 50   2019-02-19           7  9601 2019     2  19      Tue
## 51   2019-02-20           7  5694 2019     2  20      Wed
## 52   2019-02-21           8  7599 2019     2  21      Thu
## 53   2019-02-22           9  5151 2019     2  22      Fri
## 54   2019-02-23           9  9272 2019     2  23      Sat
## 55   2019-02-24           7  9450 2019     2  24      Sun
## 56   2019-02-25          10  6625 2019     2  25      Mon
## 57   2019-02-26           6  9623 2019     2  26      Tue
## 58   2019-02-27          11  6853 2019     2  27      Wed
## 59   2019-02-28          11  6505 2019     2  28      Thu
## 60   2019-03-01           8  7141 2019     3   1      Fri
## 61   2019-03-02           8  8556 2019     3   2      Sat
## 62   2019-03-03           6  9372 2019     3   3      Sun
## 63   2019-03-04          11  4842 2019     3   4      Mon
## 64   2019-03-05           9 10729 2019     3   5      Tue
## 65   2019-03-06          10  3977 2019     3   6      Wed
## 66   2019-03-07           9  6532 2019     3   7      Thu
## 67   2019-03-08           9  8413 2019     3   8      Fri
## 68   2019-03-09          12 11532 2019     3   9      Sat
## 69   2019-03-10           8  7766 2019     3  10      Sun
## 70   2019-03-11           6  8862 2019     3  11      Mon
## 71   2019-03-12          13  8874 2019     3  12      Tue
## 72   2019-03-13           9  9552 2019     3  13      Wed
## 73   2019-03-14           9  9286 2019     3  14      Thu
## 74   2019-03-15          10  9825 2019     3  15      Fri
## 75   2019-03-16           9  7539 2019     3  16      Sat
## 76   2019-03-17           8 13567 2019     3  17      Sun
## 77   2019-03-18           8 10698 2019     3  18      Mon
## 78   2019-03-19          10  5251 2019     3  19      Tue
## 79   2019-03-20          10  7347 2019     3  20      Wed
## 80   2019-03-21          10  5685 2019     3  21      Thu
## 81   2019-03-22           7  9474 2019     3  22      Fri
## 82   2019-03-23          10  9547 2019     3  23      Sat
## 83   2019-03-24          11 10794 2019     3  24      Sun
## 84   2019-03-25           7  9479 2019     3  25      Mon
## 85   2019-03-26          10  8088 2019     3  26      Tue
## 86   2019-03-27           8  8895 2019     3  27      Wed
## 87   2019-03-28           9 10518 2019     3  28      Thu
## 88   2019-03-29           7  8071 2019     3  29      Fri
## 89   2019-03-30           9 12053 2019     3  30      Sat
## 90   2019-03-31           9  9826 2019     3  31      Sun
## 91   2019-04-01          11 10449 2019     4   1      Mon
## 92   2019-04-02          12  7366 2019     4   2      Tue
## 93   2019-04-03           8  8945 2019     4   3      Wed
## 94   2019-04-04           9  4159 2019     4   4      Thu
## 95   2019-04-05           9  9110 2019     4   5      Fri
## 96   2019-04-06          13  8929 2019     4   6      Sat
## 97   2019-04-07           8  7842 2019     4   7      Sun
## 98   2019-04-08           5  9142 2019     4   8      Mon
## 99   2019-04-09           9  5208 2019     4   9      Tue
## 100  2019-04-10          10  7437 2019     4  10      Wed
## 101  2019-04-11           8  6490 2019     4  11      Thu
## 102  2019-04-12          11 10565 2019     4  12      Fri
## 103  2019-04-13           8 10046 2019     4  13      Sat
## 104  2019-04-14          10  8818 2019     4  14      Sun
## 105  2019-04-15          11 10387 2019     4  15      Mon
## 106  2019-04-16           8  9190 2019     4  16      Tue
## 107  2019-04-17           8  6853 2019     4  17      Wed
## 108  2019-04-18          12  8093 2019     4  18      Thu
## 109  2019-04-19           6  9637 2019     4  19      Fri
## 110  2019-04-20          10  8770 2019     4  20      Sat
## 111  2019-04-21           9  9092 2019     4  21      Sun
## 112  2019-04-22           9  7594 2019     4  22      Mon
## 113  2019-04-23           9  7026 2019     4  23      Tue
## 114  2019-04-24           9  8472 2019     4  24      Wed
## 115  2019-04-25          10  6931 2019     4  25      Thu
## 116  2019-04-26           8  8073 2019     4  26      Fri
## 117  2019-04-27           9  6102 2019     4  27      Sat
## 118  2019-04-28           8 10345 2019     4  28      Sun
## 119  2019-04-29          13 11707 2019     4  29      Mon
## 120  2019-04-30          11 12801 2019     4  30      Tue
## 121  2019-05-01           7  9494 2019     5   1      Wed
## 122  2019-05-02           7  5548 2019     5   2      Thu
## 123  2019-05-03           7  6180 2019     5   3      Fri
## 124  2019-05-04           7  9485 2019     5   4      Sat
## 125  2019-05-05          13  7566 2019     5   5      Sun
## 126  2019-05-06           7  5955 2019     5   6      Mon
## 127  2019-05-07          10  9976 2019     5   7      Tue
## 128  2019-05-08          10  7911 2019     5   8      Wed
## 129  2019-05-09           8  6252 2019     5   9      Thu
## 130  2019-05-10          12  6558 2019     5  10      Fri
## 131  2019-05-11           8  8055 2019     5  11      Sat
## 132  2019-05-12          10  7857 2019     5  12      Sun
## 133  2019-05-13           8 10268 2019     5  13      Mon
## 134  2019-05-14           8 10303 2019     5  14      Tue
## 135  2019-05-15           7  9736 2019     5  15      Wed
## 136  2019-05-16          10  3102 2019     5  16      Thu
## 137  2019-05-17          12 10440 2019     5  17      Fri
## 138  2019-05-18           8  6023 2019     5  18      Sat
## 139  2019-05-19          11  8870 2019     5  19      Sun
## 140  2019-05-20           8  8250 2019     5  20      Mon
## 141  2019-05-21           7  6555 2019     5  21      Tue
## 142  2019-05-22           9  7132 2019     5  22      Wed
## 143  2019-05-23           7  5814 2019     5  23      Thu
## 144  2019-05-24          10  7951 2019     5  24      Fri
## 145  2019-05-25          11  8278 2019     5  25      Sat
## 146  2019-05-26           9  9974 2019     5  26      Sun
## 147  2019-05-27           5  5841 2019     5  27      Mon
## 148  2019-05-28          10  8843 2019     5  28      Tue
## 149  2019-05-29          10  6117 2019     5  29      Wed
## 150  2019-05-30           9  9439 2019     5  30      Thu
## 151  2019-05-31          11  3747 2019     5  31      Fri
## 152  2019-06-01           9  5152 2019     6   1      Sat
## 153  2019-06-02          11 10347 2019     6   2      Sun
## 154  2019-06-03           7  5973 2019     6   3      Mon
## 155  2019-06-04           7  8323 2019     6   4      Tue
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## 880  2021-05-29          11  4946 2021     5  29      Sat
## 881  2021-05-30           8  7030 2021     5  30      Sun
## 882  2021-05-31          11  7837 2021     5  31      Mon
## 883  2021-06-01           9  6743 2021     6   1      Tue
## 884  2021-06-02          11  7196 2021     6   2      Wed
## 885  2021-06-03           7  9236 2021     6   3      Thu
## 886  2021-06-04           9  7220 2021     6   4      Fri
## 887  2021-06-05          11  6911 2021     6   5      Sat
## 888  2021-06-06           9  7096 2021     6   6      Sun
## 889  2021-06-07           7  4960 2021     6   7      Mon
## 890  2021-06-08           8  7190 2021     6   8      Tue
## 891  2021-06-09          10  3647 2021     6   9      Wed
## 892  2021-06-10          10  5836 2021     6  10      Thu
## 893  2021-06-11          12  7181 2021     6  11      Fri
## 894  2021-06-12           9  6249 2021     6  12      Sat
## 895  2021-06-13          10  7155 2021     6  13      Sun
## 896  2021-06-14           8  8213 2021     6  14      Mon
## 897  2021-06-15          10  8000 2021     6  15      Tue
## 898  2021-06-16           8  8143 2021     6  16      Wed
## 899  2021-06-17          10  9792 2021     6  17      Thu
## 900  2021-06-18          10  7114 2021     6  18      Fri
## 901  2021-06-19          10  6435 2021     6  19      Sat
## 902  2021-06-20           8  8946 2021     6  20      Sun
## 903  2021-06-21           7 10293 2021     6  21      Mon
## 904  2021-06-22           8  8444 2021     6  22      Tue
## 905  2021-06-23          10  8177 2021     6  23      Wed
## 906  2021-06-24          12 10125 2021     6  24      Thu
## 907  2021-06-25           9  5784 2021     6  25      Fri
## 908  2021-06-26           8  9769 2021     6  26      Sat
## 909  2021-06-27           9  6381 2021     6  27      Sun
## 910  2021-06-28           5  8771 2021     6  28      Mon
## 911  2021-06-29           9 10414 2021     6  29      Tue
## 912  2021-06-30          10  9610 2021     6  30      Wed
## 913  2021-07-01          10  7398 2021     7   1      Thu
## 914  2021-07-02          11  9877 2021     7   2      Fri
## 915  2021-07-03           7  5189 2021     7   3      Sat
## 916  2021-07-04           9  8662 2021     7   4      Sun
## 917  2021-07-05          10  5634 2021     7   5      Mon
## 918  2021-07-06           7 11196 2021     7   6      Tue
## 919  2021-07-07          12  5974 2021     7   7      Wed
## 920  2021-07-08           6  9577 2021     7   8      Thu
## 921  2021-07-09           8  9345 2021     7   9      Fri
## 922  2021-07-10           9 10188 2021     7  10      Sat
## 923  2021-07-11           8  8241 2021     7  11      Sun
## 924  2021-07-12           8  6960 2021     7  12      Mon
## 925  2021-07-13          10  6158 2021     7  13      Tue
## 926  2021-07-14          10  9172 2021     7  14      Wed
## 927  2021-07-15           9  6170 2021     7  15      Thu
## 928  2021-07-16          10  5910 2021     7  16      Fri
## 929  2021-07-17          11  6548 2021     7  17      Sat
## 930  2021-07-18           7  7315 2021     7  18      Sun
## 931  2021-07-19          11 10082 2021     7  19      Mon
## 932  2021-07-20          10 10030 2021     7  20      Tue
## 933  2021-07-21          10  7906 2021     7  21      Wed
## 934  2021-07-22           7  7810 2021     7  22      Thu
## 935  2021-07-23           9  7580 2021     7  23      Fri
## 936  2021-07-24           7  8114 2021     7  24      Sat
## 937  2021-07-25          11  9740 2021     7  25      Sun
## 938  2021-07-26          13  9460 2021     7  26      Mon
## 939  2021-07-27           8  7694 2021     7  27      Tue
## 940  2021-07-28           9  4731 2021     7  28      Wed
## 941  2021-07-29           8  5279 2021     7  29      Thu
## 942  2021-07-30          11  6402 2021     7  30      Fri
## 943  2021-07-31          12  7487 2021     7  31      Sat
## 944  2021-08-01           8  7725 2021     8   1      Sun
## 945  2021-08-02           7 10943 2021     8   2      Mon
## 946  2021-08-03          10  3821 2021     8   3      Tue
## 947  2021-08-04          10 10862 2021     8   4      Wed
## 948  2021-08-05           8  9955 2021     8   5      Thu
## 949  2021-08-06           6  7185 2021     8   6      Fri
## 950  2021-08-07           8  6030 2021     8   7      Sat
## 951  2021-08-08          10 11233 2021     8   8      Sun
## 952  2021-08-09           8  6051 2021     8   9      Mon
## 953  2021-08-10           8  8802 2021     8  10      Tue
## 954  2021-08-11          11 13862 2021     8  11      Wed
## 955  2021-08-12           8 10239 2021     8  12      Thu
## 956  2021-08-13           9  8180 2021     8  13      Fri
## 957  2021-08-14           6  8899 2021     8  14      Sat
## 958  2021-08-15           8 11030 2021     8  15      Sun
## 959  2021-08-16          11  6186 2021     8  16      Mon
## 960  2021-08-17           8  4938 2021     8  17      Tue
## 961  2021-08-18          11  5047 2021     8  18      Wed
## 962  2021-08-19           7  6572 2021     8  19      Thu
## 963  2021-08-20          10  7587 2021     8  20      Fri
## 964  2021-08-21           9 10789 2021     8  21      Sat
## 965  2021-08-22          10 12178 2021     8  22      Sun
## 966  2021-08-23          10 11861 2021     8  23      Mon
## 967  2021-08-24           8  6106 2021     8  24      Tue
## 968  2021-08-25           7  8907 2021     8  25      Wed
## 969  2021-08-26          10 10946 2021     8  26      Thu
## 970  2021-08-27          10  8072 2021     8  27      Fri
## 971  2021-08-28           9  7038 2021     8  28      Sat
## 972  2021-08-29          10  9323 2021     8  29      Sun
## 973  2021-08-30          11  3617 2021     8  30      Mon
## 974  2021-08-31          10  6687 2021     8  31      Tue
## 975  2021-09-01          10  8699 2021     9   1      Wed
## 976  2021-09-02           6  8146 2021     9   2      Thu
## 977  2021-09-03           9 11033 2021     9   3      Fri
## 978  2021-09-04          10  6300 2021     9   4      Sat
## 979  2021-09-05           7  8084 2021     9   5      Sun
## 980  2021-09-06           9 10272 2021     9   6      Mon
## 981  2021-09-07          11  8335 2021     9   7      Tue
## 982  2021-09-08           9  6602 2021     9   8      Wed
## 983  2021-09-09           8  9800 2021     9   9      Thu
## 984  2021-09-10           6  5302 2021     9  10      Fri
## 985  2021-09-11          10  3124 2021     9  11      Sat
## 986  2021-09-12          10  7499 2021     9  12      Sun
## 987  2021-09-13           9  3261 2021     9  13      Mon
## 988  2021-09-14           7  7909 2021     9  14      Tue
## 989  2021-09-15           8  6558 2021     9  15      Wed
## 990  2021-09-16           9  8096 2021     9  16      Thu
## 991  2021-09-17           7 10736 2021     9  17      Fri
## 992  2021-09-18          11  7718 2021     9  18      Sat
## 993  2021-09-19           8 11017 2021     9  19      Sun
## 994  2021-09-20           8  7331 2021     9  20      Mon
## 995  2021-09-21          10  7711 2021     9  21      Tue
## 996  2021-09-22           9 10268 2021     9  22      Wed
## 997  2021-09-23          10 12481 2021     9  23      Thu
## 998  2021-09-24          10  8185 2021     9  24      Fri
## 999  2021-09-25           9  6904 2021     9  25      Sat
## 1000 2021-09-26           8 10017 2021     9  26      Sun
## 1001 2021-09-27          10  9493 2021     9  27      Mon
## 1002 2021-09-28           8  8983 2021     9  28      Tue
## 1003 2021-09-29           9  5180 2021     9  29      Wed
## 1004 2021-09-30          10  6151 2021     9  30      Thu
## 1005 2021-10-01          10  5084 2021    10   1      Fri
## 1006 2021-10-02           8  7758 2021    10   2      Sat
## 1007 2021-10-03          11 10819 2021    10   3      Sun
## 1008 2021-10-04           9  8807 2021    10   4      Mon
## 1009 2021-10-05           9  7866 2021    10   5      Tue
## 1010 2021-10-06           9 11140 2021    10   6      Wed
## 1011 2021-10-07           8  7207 2021    10   7      Thu
## 1012 2021-10-08           7  9786 2021    10   8      Fri
## 1013 2021-10-09           6  8024 2021    10   9      Sat
## 1014 2021-10-10           9  7544 2021    10  10      Sun
## 1015 2021-10-11          10  9347 2021    10  11      Mon
## 1016 2021-10-12          10  9881 2021    10  12      Tue
## 1017 2021-10-13          12  7146 2021    10  13      Wed
## 1018 2021-10-14          12  7166 2021    10  14      Thu
## 1019 2021-10-15          10  4632 2021    10  15      Fri
## 1020 2021-10-16           8  6262 2021    10  16      Sat
## 1021 2021-10-17          11  6517 2021    10  17      Sun
## 1022 2021-10-18           8  5179 2021    10  18      Mon
## 1023 2021-10-19           8  7729 2021    10  19      Tue
## 1024 2021-10-20          11  6604 2021    10  20      Wed
## 1025 2021-10-21          10  4555 2021    10  21      Thu
## 1026 2021-10-22          10  7689 2021    10  22      Fri
## 1027 2021-10-23           9  7198 2021    10  23      Sat
## 1028 2021-10-24           7 10083 2021    10  24      Sun
## 1029 2021-10-25           8  7791 2021    10  25      Mon
## 1030 2021-10-26           8  8152 2021    10  26      Tue
## 1031 2021-10-27           7 11270 2021    10  27      Wed
## 1032 2021-10-28           8  5527 2021    10  28      Thu
## 1033 2021-10-29          10  7255 2021    10  29      Fri
## 1034 2021-10-30          10  6218 2021    10  30      Sat
## 1035 2021-10-31          11 10446 2021    10  31      Sun
## 1036 2021-11-01          11  9287 2021    11   1      Mon
## 1037 2021-11-02          11  5942 2021    11   2      Tue
## 1038 2021-11-03          11 11499 2021    11   3      Wed
## 1039 2021-11-04           9  9097 2021    11   4      Thu
## 1040 2021-11-05           8  7513 2021    11   5      Fri
## 1041 2021-11-06          10  8104 2021    11   6      Sat
## 1042 2021-11-07           6  9249 2021    11   7      Sun
## 1043 2021-11-08           8  8798 2021    11   8      Mon
## 1044 2021-11-09           9  8043 2021    11   9      Tue
## 1045 2021-11-10          10  8379 2021    11  10      Wed
## 1046 2021-11-11          12  5384 2021    11  11      Thu
## 1047 2021-11-12           8  8862 2021    11  12      Fri
## 1048 2021-11-13          10  8681 2021    11  13      Sat
## 1049 2021-11-14          10 12078 2021    11  14      Sun
## 1050 2021-11-15           8  9691 2021    11  15      Mon
## 1051 2021-11-16           9 10516 2021    11  16      Tue
## 1052 2021-11-17           7  5953 2021    11  17      Wed
## 1053 2021-11-18           8  9771 2021    11  18      Thu
## 1054 2021-11-19           9  6108 2021    11  19      Fri
## 1055 2021-11-20           9  9608 2021    11  20      Sat
## 1056 2021-11-21           8  6784 2021    11  21      Sun
## 1057 2021-11-22           9  9104 2021    11  22      Mon
## 1058 2021-11-23           7 11249 2021    11  23      Tue
## 1059 2021-11-24           6  8232 2021    11  24      Wed
## 1060 2021-11-25           8 12374 2021    11  25      Thu
## 1061 2021-11-26           9  7699 2021    11  26      Fri
## 1062 2021-11-27          10  8790 2021    11  27      Sat
## 1063 2021-11-28           9 11433 2021    11  28      Sun
## 1064 2021-11-29           9  8351 2021    11  29      Mon
## 1065 2021-11-30           8  9454 2021    11  30      Tue
## 1066 2021-12-01           9  7313 2021    12   1      Wed
df %>%
  count(hours_sleep)
##   hours_sleep   n
## 1           5  11
## 2           6  45
## 3           7 126
## 4           8 238
## 5           9 236
## 6          10 231
## 7          11 134
## 8          12  35
## 9          13  10
df %>%
  ggplot(aes(x = week_day, y = hours_sleep)) +
  geom_point() +
  stat_summary(fun = mean, geom = "point",
               shape = 95, size = 20)

df %>%
  ggplot(aes(x = week_day, y = steps)) + 
  geom_point() +
  stat_summary(fun = mean, geom = "point",
               shape = 95, size = 20)

lubridate exercise

lubridate::month(covid_select_countries$date)
##    [1]  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  3  3  3  3  3  3  3  3  3
##   [25]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4
##   [49]  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
##   [73]  4  4  4  4  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5
##   [97]  5  5  5  5  5  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6
##  [121]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  7  7  7  7  7  7  7
##  [145]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7
##  [169]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
##  [193]  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9
##  [217]  9  9  9  9  9  9  9  9  9  9  9  9  9 10 10 10 10 10 10 10 10 10 10 10
##  [241] 10 10 10 10 10 10 10 10 10 10 10 10 10  4  4  4  4  4  4  4  4  4  4  4
##  [265]  4  4  4  4  4  4  4  4  4  4  4  4  5  5  5  5  5  5  5  5  5  5  5  5
##  [289]  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  6  6  6  6  6
##  [313]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
##  [337]  6  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7
##  [361]  7  7  7  7  7  7  7  7  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
##  [385]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9  9
##  [409]  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9 10 10 10
##  [433] 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 12 12 12 12 12
##  [457]  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1
##  [481]  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2
##  [505]  2  2  2  2  2  2  2  2  2  2  2  3  3  3  3  3  3  3  3  3  3  3  3  3
##  [529]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4  4  4  4  4
##  [553]  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
##  [577]  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5
##  [601]  5  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
##  [625]  6  6  6  6  6  6  6  6  6  6  6  6  6  7  7  7  7  7  7  7  7  7  7  7
##  [649]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  8  8  8  8
##  [673]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
##  [697]  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9
##  [721]  9  9  9  9  9  9  9  9  9 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
##  [745] 10 10 10 10 10 10 10 10 10  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5
##  [769]  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
##  [793]  6  6  6  6  6  6  6  6  6  6  6  7  7  7  7  7  7  7  7  7  7  7  7  7
##  [817]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  8  8  8  8  8  8
##  [841]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
##  [865]  8  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9
##  [889]  9  9  9  9  9  9  9 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10 10
##  [913] 10 10 10  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2
##  [937]  2  2  2  2  2  2  2  2  2  2  2  2  2  3  3  3  3  3  3  3  3  3  3  3
##  [961]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4  4  4
##  [985]  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
## [1009]  4  4  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5
## [1033]  5  5  5  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
## [1057]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  7  7  7  7  7  7  7  7  7
## [1081]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  8  8
## [1105]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
## [1129]  8  8  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9
## [1153]  9  9  9  9  9  9  9  9  9  9  9 10 10 10 10 10 10 10 10 10 10 10 10 10
## [1177] 10 10 10 10 10 10  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1  1
## [1201]  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2  2
## [1225]  2  2  2  2  2  2  2  2  2  2  2  2  3  3  3  3  3  3  3  3  3  3  3  3
## [1249]  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  3  4  4  4  4  4
## [1273]  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
## [1297]  4  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5
## [1321]  5  5  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6
## [1345]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  7  7  7  7  7  7  7  7  7  7
## [1369]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  8  8  8
## [1393]  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
## [1417]  8  8  8  8  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9  9
## [1441]  9  9  9  9  9  9  9  9  9  9 10 10 10 10 10 10 10 10 10 10 10 10 10 10
## [1465] 10 10 10 10 10 10 10 10 10 10  3  3  3  3  3  3  3  3  3  3  3  3  3  3
## [1489]  3  3  3  3  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4  4
## [1513]  4  4  4  4  4  4  4  4  4  4  5  5  5  5  5  5  5  5  5  5  5  5  5  5
## [1537]  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  5  6  6  6  6  6  6  6
## [1561]  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  6  7
## [1585]  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7  7
## [1609]  7  7  7  7  7  7  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8  8
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##  [481] 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17
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##  [529] 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6
##  [553]  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
##  [577]  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
##  [601] 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17
##  [625] 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11
##  [649] 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4
##  [673]  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
##  [697] 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21
##  [721] 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15
##  [745] 16 17 18 19 20 21 22 23 24 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
##  [769] 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19
##  [793] 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13
##  [817] 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6
##  [841]  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
##  [865] 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
##  [889] 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17
##  [913] 18 19 20 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15
##  [937] 16 17 18 19 20 21 22 23 24 25 26 27 28  1  2  3  4  5  6  7  8  9 10 11
##  [961] 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4
##  [985]  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
## [1009] 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22
## [1033] 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15
## [1057] 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9
## [1081] 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2
## [1105]  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
## [1129] 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19
## [1153] 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13
## [1177] 14 15 16 17 18 19  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
## [1201] 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16
## [1225] 17 18 19 20 21 22 23 24 25 26 27 28  1  2  3  4  5  6  7  8  9 10 11 12
## [1249] 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5
## [1273]  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
## [1297] 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
## [1321] 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16
## [1345] 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10
## [1369] 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3
## [1393]  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
## [1417] 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20
## [1441] 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14
## [1465] 15 16 17 18 19 20 21 22 23 24 14 15 16 17 18 19 20 21 22 23 24 25 26 27
## [1489] 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20
## [1513] 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14
## [1537] 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7
## [1561]  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1
## [1585]  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
## [1609] 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18
## [1633] 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11
## [1657] 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5
## [1681]  6  7  8  9 10 11 12 13 14 15 16 17 18 27 28 29 30 31  1  2  3  4  5  6
## [1705]  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
## [1729] 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
## [1753] 24 25 26 27 28  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19
## [1777] 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12
## [1801] 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6
## [1825]  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
## [1849] 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23
## [1873] 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17
## [1897] 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10
## [1921] 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3
## [1945]  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
## [1969] 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21
## [1993] 22 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13
## [2017] 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6
## [2041]  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28  1  2
## [2065]  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26
## [2089] 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19
## [2113] 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13
## [2137] 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6
## [2161]  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30
## [2185]  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24
## [2209] 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17
## [2233] 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10
## [2257] 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4
## [2281]  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 10 11 12 13 14 15 16
## [2305] 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9
## [2329] 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28  1  2  3  4  5
## [2353]  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29
## [2377] 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22
## [2401] 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16
## [2425] 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9
## [2449] 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3
## [2473]  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
## [2497] 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20
## [2521] 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13
## [2545] 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7
## [2569]  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23  9 10 11 12 13 14 15 16
## [2593] 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9
## [2617] 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3
## [2641]  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27
## [2665] 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20
## [2689] 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13
## [2713] 14 15 16 17 18 19 20 21 22 23 24 25 26 27 14 15 16 17 18 19 20 21 22 23
## [2737] 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17
## [2761] 18 19 20 21 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10
## [2785] 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4
## [2809]  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
## [2833] 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21
## [2857] 22 23 24 25 26 27 28 29 30 31  1  2  3  4  5  6  7  8  9 10 11 12 13 14
## [2881] 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30  1  2  3  4  5  6  7  8
## [2905]  9 10 11 12 13 14 15 16 17 18 19 20 21 22

Time series plots

Time series plots exercise

Ideas

https://www.cedricscherer.com/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/

https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/

# annotate plot to show where Pikachu is
electric_pokemon %>%
  ggplot(aes(x = as.numeric(generation), y = total)) +
  geom_point() +
  annotate(geom = "curve", x = 3, y = 230, xend = 1.1, yend = 320,
           curvature = 0.15, arrow = arrow(length = unit(2, "mm"))) +
  annotate(geom = "text", x = 3, y = 230, 
           label = "Pikachu", hjust = "left") +
  annotate(geom = "point", x = 1, y = 320, colour = "Yellow", size = 3)

---
title: "R Data Visualistion 2 - Box, histogram, and line plots"
author:
   - name: Andrew Moles
     affiliation: Learning Developer, Digital Skills Lab
date: "`r format(Sys.time(), '%d %B, %Y')`"
output: 
  html_document: 
    theme: readable
    highlight: pygments
    keep_md: no
    code_download: true
    toc: TRUE
    toc_float: TRUE
---

# What this workshop will cover

-   How to make box plots with ggplot2
-   Displaying distributions with histograms
-   Working with dates with the lubridate package
-   How to make time series line plots

## Why this style?

-   Online training is tiring so keeping the sessions to one hour
-   No or limited demonstrations provided in order to provide more real world experience - you have a problem and you look up how to solve it, adapting example code
-   Trainer support to guide through process of learning

## We will be working in pairs:

-   Option to work together on worksheet or to work individually
-   If possible have your camera on and introduce yourself to each other

## What to do when getting stuck:

1)  Ask your team members
2)  Search online:

-   The answer box on the top of Google's results page
-   stackoverflow.com (for task-specific solutions)
-   <https://www.r-bloggers.com/> (topic based tutorials)

3)  Don't struggle too long looking online, ask the trainer if you can't find a solution!

------------------------------------------------------------------------

In this data visualisation workshop we will be building on the concepts learnt in the first workshop of how to construct visualisations using the `ggplot2` library. 

![](https://github.com/andrewmoles2/rTrainIntroduction/blob/main/r-data-visualisation-1/images/ggplot2_masterpiece.png?raw=true){width="541"}

We will be using one new package called *lubridate*, a tidyverse package which is designed to make working with dates and times easier; this will help us in making time series visualisations. **The the code below to install lubridate**. 

```{r eval=FALSE}
# install lubridate
install.packages("lubridate")
```

Before we start we will need to load the libraries we will be using during this session. **Run the code below to load your libraries**. 

```{r message=FALSE, warning=FALSE}
# libraries we will be using
library(ggplot2)
library(dplyr)
library(lubridate)
library(readr)
library(janitor)
library(RColorBrewer)
```

# Box plots

Box plots are designed to compare the differences of a categorical variable (samples or groups). They do this by displaying the summary statistics of a continuous variable (e.g. numeric) for each categorical variable. 

The summary statistics shown are: 

- The median (middle value)
- Interquartile range, known as IQR, which has values from 25% to 75% (or 25th to 75th percentile)
- First quartile, known as Q1, which has a value of 25%
- Second quartile, known as Q3, which has a value of 75%
- "minimum" value, calculated as `Q1 + 1.5*IQR`
- "maximum" value, calculated as `Q3 + 1.5*IQR`
- Outlier, which are values that fall outside of the maximum or minimum values

We will use data from the Pokémon games again for our examples for box plots, which was web scraped from <https://pokemondb.net/pokedex/all>.

```{r message=FALSE}
# load and clean names
pokemon <- read_csv("https://raw.githubusercontent.com/andrewmoles2/webScraping/main/R/data/pokemon.csv") %>%
  clean_names()
# review data
pokemon %>%
  glimpse()
```

For these examples we will just look at one type of Pokémon, the electric type; the most famous of which is Pikachu! First we extract just the electric type Pokémon, and make relevant columns factors. 

```{r}
# select columns to convert to factor
to_factor <- c("type1", "type2", "generation")

# extract just electric pokemon and make cols factors
electric_pokemon <- pokemon %>%
  filter(type1 == "Electric" | type2 == "Electric") %>%
  mutate(across(all_of(to_factor), factor))
```

To make a box plot in ggplot we use the `geom_boxplot()` geom function. One of our axis variables has to be categorical and the other has to be numeric. In the below example we will use generation (categorical) and total (numeric). 

```{r}
# generation by total
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot()
```

From the output we see a few things. First is that each box has a line through the middle which indicates the median; the box itself is our interquartile range. The lines above and below the boxes (know as whiskers) are the maximum and minimum values. The black dots indicate outliers, which have fallen outside our max and min values. 

Just like with scatter and bar plots we can change the colours! You can use either fill or colour arguments with box plots, but fill tends to look better. 

We will use the colour of Pikachu to colour our boxes. We used the pokemon colour picker to get the colour of pikachu: <https://pokepalettes.com/#pikachu>

```{r}
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652")
```

Sometimes it is useful to remove the outliers. To do so you add in the `outlier.shape = NA` argument. 
```{r}
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA)
```

Displaying outliers is usually a good idea so we will keep them, and change the colour and shape of them. To adjust these we use `outlier.colour` and `outlier.shape`. We've used the colour of Pikachu's cheeks as the outlier colour. 
```{r}
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.colour = "#c52018",
               outlier.shape = 15)
```

## Box plots exercise 


# Improving your box plots

The main issue with box plots, in a similar way to bar plots, is they can hide data. We can fix this by adding a scatter plot over the top of the boxes so we can see the full distribution of the data. 

When adding in a scatter plot, we won't need our outlier colours. We will need to remove them using the `outlier.shape = NA` argument. 

```{r}
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_point()
```

Some of our data points are overlapping which makes it a little hard to see all the data. We can fix this by changing the position of our points using the `position = "jitter"` argument. We can also use `geom_jitter()` which is a short hand for `geom_point(position = "jitter")`; we will use `geom_jitter()` as it is less typing. 

```{r}
# change position in geom_point
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_point(position = "jitter")

# using geom_jitter
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter()
```

We can also add in a colour grouping to our points to make them more meaningful. We add the colour aesthetic to our `geom_jitter` function. In the example we are colouring our points by if a pokemon is legendary or not. 

```{r}
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter(aes(colour = legendary))
```

Finally we can change the colours of our points, which in this case we have done manually. 

```{r}
ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter(aes(colour = legendary)) +
  scale_colour_manual(values = c("#c52018", "#41414a"))
```

Now we can add a title and save the plot! When saving the plot we have manually adjusted the width of the plot. You can also change the height. 

```{r}
electric_pokemon_box <- ggplot(electric_pokemon, aes(x = generation, y = total)) +
  geom_boxplot(fill = "#f6e652", outlier.shape = NA) +
  geom_jitter(aes(colour = legendary)) +
  scale_colour_manual(values = c("#c52018", "#41414a")) +
  labs(title = "Summary of electric pokemon for each generation") +
  theme_bw()

electric_pokemon_box

ggsave("electric_pokemon_box.png", electric_pokemon_box,
       width = 5.5)
```


## Improving your box plots exercise

Use covid data for all exercises.

<https://github.com/owid/covid-19-data/tree/master/public/data>

Vaccine data and explanation of the variables are found here: <https://github.com/owid/covid-19-data/tree/master/public/data/vaccinations>

```{r}
covid_vaccinations <- read_csv("https://raw.githubusercontent.com/owid/covid-19-data/master/public/data/vaccinations/vaccinations.csv")

summary(covid_vaccinations)

high_low_gdp <- c("Sierra Leone", "Madagascar", "Ethiopia","Yemen", 
                  "Zambia", "Nepal", "Switzerland", "Sweden", "Australia",
                  "Saudi Arabia", "Germany", "United Kingdom")

covid_select_countries <- covid_vaccinations %>%
  filter(location %in% high_low_gdp) %>%
  mutate(location = factor(location, levels = high_low_gdp))

covid_select_countries %>%
  ggplot(aes(location, daily_vaccinations_per_million)) +
  geom_boxplot()

covid_select_countries %>%
  ggplot(aes(location, people_fully_vaccinated)) +
  geom_boxplot()
```



# Displaying distributions with histograms

## Displaying distributions exercise

# Working with the date data type with lubridate

```{r}
library(dplyr)
library(lubridate)

df <- data.frame(
  date = seq(as.Date("2019-01-01"), as.Date("2021-12-01"), by = "days"),
  hours_sleep = round(rnorm(1066, mean = 9, sd = 1.5)),
  steps = round(rnorm(1066, mean = 8000, sd = 2000))
)

df <- df %>%
  mutate(year = year(date),
         month = month(date),
         day = day(date),
         week_day = wday(date, label = TRUE))

df

df %>%
  count(hours_sleep)

df %>%
  ggplot(aes(x = week_day, y = hours_sleep)) +
  geom_point() +
  stat_summary(fun = mean, geom = "point",
               shape = 95, size = 20)


df %>%
  ggplot(aes(x = week_day, y = steps)) + 
  geom_point() +
  stat_summary(fun = mean, geom = "point",
               shape = 95, size = 20)
```

## lubridate exercise

```{r}
lubridate::month(covid_select_countries$date)
lubridate::year(covid_select_countries$date)
lubridate::day(covid_select_countries$date)
```


# Time series plots

## Time series plots exercise

# Ideas

<https://www.cedricscherer.com/2019/08/05/a-ggplot2-tutorial-for-beautiful-plotting-in-r/>

<https://www.cedricscherer.com/2019/05/17/the-evolution-of-a-ggplot-ep.-1/>

```{r}
# annotate plot to show where Pikachu is
electric_pokemon %>%
  ggplot(aes(x = as.numeric(generation), y = total)) +
  geom_point() +
  annotate(geom = "curve", x = 3, y = 230, xend = 1.1, yend = 320,
           curvature = 0.15, arrow = arrow(length = unit(2, "mm"))) +
  annotate(geom = "text", x = 3, y = 230, 
           label = "Pikachu", hjust = "left") +
  annotate(geom = "point", x = 1, y = 320, colour = "Yellow", size = 3)
```
